Although I found the sunrise, Martian elephant, and random number generator examples amusing, I think the paper would have been a lot more interesting if the theoretical discussion was about more realistic problems. The results from experiments on the Calgary and natural language corpora are intriguing and I wish more explanation was given as to why the new approach works better than the traditional approaches for these problems.